Can ConvNets be used for real-time object recognition from video feed?
We are getting there, with as usual some trade-off between quality and speed.
For example Lecture 8: Spatial Localization and Detection lecture shows some benchmarks (mAP = Mean Average Precision, higher is better; FPS = frame per second):